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Re: Radon - county linear model and LNT
On Fri, 27 Jun 2003, Otto G. Raabe wrote:
> I think that Lubin is saying that when you plot lung cancer rates versus
> radon level you are indirectly assuming a linear relationships between the
> overall lung cancer rate and all of the co-variates that may affect the
> lung cancer rate. Smoking is an obvious co-variate, but there may be others
> such as genetic susceptibility, dietary level of certain nutrients, etc.
--I treat co-variates (which I call confounding factors, CF) by
stratification. That is, I do a complete analysis for all counties with
similar values of the CF and get a result. I do this several groups of
counties with different similar values of the CF. In practice, I do this
dy dividing the counties into 10 deciles, the 10% with the largest values
of the CF, the 10% with the next largest values of the CF, etc ending with
the 10% with the smallest value of the CF. Each of these 10 deciles is a
data subset, and I do a complete analysis for each decile. I then average
the results for the 10 deciles, and observe if there is a significant
trend in the results as one goes from the first to the last decile.
FOR EACH DECILE, THE VALUES OF THE CF ARE ABOUT THE SAME, SO THEY CAN
CAUSE VERY LITTLE CONFOUNDING.
This avoids any assumption about how the results depend on the CF,
linear or otherwise. This is explained and justified in Sec. 2.1 of item
#7 on my web site, and elaborated in the following sections. I have
studied over 500 possible confounding factors, all that I could get values
for, but anything else I can think of correlates strongly with some of
these. Can you suggest specific ones that should be considered and are
considered in case-control studies?
Note that epidemiologists commonly use multivariate regression in
their case-control studies, and this does assume linear dependences.
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